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Research Article

An analysis of the micro- and macro-economic determinants of firm R&D intensity in the South African business sector

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References

  • Aghion, P., R. Blundell, R. Griffith, P. Howitt, and S. Prantl. 2009. “The Effects of Entry on Incumbent Innovation and Productivity.” The Review of Economics and Statistics 91 (1): 20–32. doi:10.1162/rest.91.1.20.
  • Agrawal, A., C. Rosell, and T. Simcoe. 2019. “Tax Credits and Small Firm R&D Spending.” NBER Working Paper No. 20615, 1987. http://www.nber.org/papers/w20615.
  • Alam, A., M. Uddin, and H. Yazdifar. 2019. “Institutional Determinants of R&D Investment: Evidence from Emerging Markets.” Technological Forecasting and Social Change 138: 34–44. doi:10.1016/j.techfore.2018.08.007.
  • Arellano, M., and S. Bond. 1991. “Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations.” The Review of Economic Studies 58 (2): 277–297. doi:10.2307/2297968
  • Arrow, K. 1962. “Economic Welfare and the Allocation of Resources to Invention.” In The Rate and Direction of Inventive Activity: Economic and Social Factors, edited by Universities-National Bureau Committee for Economic Research and the Committee on Economic Growth of the Social Science Research Councils, 609–626. Princeton, NJ: Princeton University Press. doi:10.1515/9781400879762-024
  • Becker, B. 2013. The Determinants of R&D Investment: A Survey of the Empirical Research. Loughborough University Discussion Papers.
  • Becker, B., and N. Pain. 2008. “What Determines Industrial R&D Expenditure in the UK?” The Manchester School 76 (1): 66–87. doi:10.1111/j.1467-9957.2007.01050.x.
  • Bloch, C. 2005. “R&D Investment and Internal Finance: The Cash Flow Effect.” Economics of Innovation and New Technology 14 (3): 213–223. doi:10.1080/1043859042000312710.
  • Blundell, R., and S. Bond. 1998. “Initial Conditions and Moment Restrictions in Dynamic Panel Data Models.” Journal of Econometrics 87 (1): 115–143. doi:10.1016/S0304-4076(98)00009-8
  • Boeing, P., J. Eberle, and A. Howell. 2022. “The Impact of China’s R&D Subsidies on R&D Investment, Technological Upgrading and Economic Growth.” Technological Forecasting & Social Change 174: 121212. doi:10.1016/j.techfore.2021.121212.
  • Bond, S., D. Harhoff, and J. Van Reenen. 2005. “Investment, R&D and Financial Constraints in Britain and Germany.” Annales d’Économie et de Statistique 79 (80): 435–463.
  • Bravo-Ortega, C., and A. Marin. 2011. “R&D and Productivity: A Two Way Avenue?” World Development 39 (7): 1090–1107. doi:10.1016/j.worlddev.2010.11.006.
  • Brown, J., S. Fazzari, and B. Peterson. 2009. “Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom.” Journal of Finance 64 (1): 151–185. doi:10.1111/j.1540-6261.2008.01431.x.
  • Brown, J., G. Martinsson, and B. Petersen. 2012. “Do Financing Constraints Matter for R&D?” European Economic Review 56 (8): 1512–1529. doi:10.1016/j.euroecorev.2012.07.007.
  • Brown, J., and B. Petersen. 2011. “Cash Holdings and R&D Smoothing.” Journal of Corporate Finance 17 (3): 694–709. doi:10.1016/j.jcorpfin.2010.01.003.
  • Busom, I. 2000. “An Empirical Evaluation of the Effects of R&D Subsidies.” Economics of Innovation and New Technology 9 (2): 111–148. doi:10.1080/10438590000000006.
  • Cameron, G., J. Proudman, and S. Redding. 2005. “Technological Convergence, R&D, Trade and Productivity Growth.” European Economic Review 49 (3): 775–807. doi:10.1016/S0014-2921(03)00070-9.
  • CeSTII. 2021. “South African National Survey of Research and Experimental Development. Statistical Report: 2018/19”.
  • Chawla, D. 2019. “Economic Growth and R&D Expenditures in Selected OECD Countries: Is There any Convergence?” African Journal of Science, Technology, Innovation and Development, doi:10.1080/20421338.2019.1608694.
  • Coe, D., E. Helpmann, and A. Hoffmaister. 2009. “International R&D Spillovers and Institutions.” European Economic Review 53 (7): 723–741. doi:10.1016/j.euroecorev.2009.02.005.
  • Cohen, W., and S. Klepper. 1996. “A Reprise of Size and R&D.” The Economic Journal 106 (437): 925–951. doi:10.2307/2235365.
  • Cohen, W., and R. Levin. 1989. “Empirical Studies of Innovation and Market Structure.” Handbook of Industrial Organization 2: 1059–1107. doi:10.1016/S1573-448X(89)02006-6.
  • Cohen, W., R. Levin, and D. Mowery. 1987. “Firm Size and R&D Intensity: A Re-examination.” NBER Working Paper No. 2205, 1987.
  • Crespi, G., D. Giuliodorib, R. Giuliodori, and A. Rodriguez. 2016. “The Effectiveness of tax Incentives for R&D in Developing Countries: The Case of Argentina.” Research Policy 45 (10): 2023–2035. doi:10.1016/j.respol.2016.07.006.
  • Cuervo-Cazurra, A., M. J. Nieto, and A. Rodríguez. 2018. “The Impact of R&D Sources on new Product Development: Sources of Funds and the Diversity Versus Control of Knowledge Debate.” Long Range Planning 51 (5): 649–665. doi:10.1016/j.lrp.2017.06.004.
  • Deleidi, M., and M. Mazzucato. 2021. “Directed Innovation Policies and the Supermultiplier: An Empirical Assessment of Mission-Oriented Policies in the US Economy.” Research Policy 50 (2): 1–13. doi:10.1016/j.respol.2020.104151.
  • Department of Science and Technology (DST). 2019. White Paper on Science, Technology and Innovation.
  • Fabling, R. 2008. “Will a BERD Model Fly? Estimating Aggregate R&D Expenditure Using a Micro Model.” Draft Paper Prepared for ESAM, 8.
  • Falk, M. 2004. “What Drives Business R&D Intensity Across OECD Countries?” In WIFO Working Papers, No. 236. Vienna: Austrian Institute of Economic Research (WIFO).
  • Falk, M. 2008. “Effects of Foreign Ownership on Innovation Activities: Empirical Evidence for Twelve European Countries.” National Institute Economic Review 204 (1): 85–97. doi:10.1177/00279501082040011001.
  • Farooq, U., J. Ahmed, and S. Khan. 2021. “Do the Macroeconomic Factors Influence the Firm's Investment Decisions? A Generalized Method of Moments (GMM) Approach.” International Journal of Finance & Economics 26 (1): 790–801. doi:10.1002/ijfe.1820.
  • Fonkam, A. 2023. “Determinants of Technology-Intensive Exports: The Case of African Countries, 1995–2017.” African Journal of Science, Technology, Innovation and Development, doi:10.1080/20421338.2022.2156026.
  • Gogokhia, T., and G. Berulava. 2021. “Business Environment Reforms, Innovation and Firm Productivity in Transition Economies.” Eurasian Business Review 11 (2): 221–245. doi:10.1007/s40821-020-00167-5.
  • Griffith, R., R. Harrison, and J. van Reenen. 2006. “How Special Is the Special Relationship? Using the Impact of U.S. R&D Spillovers on U.K. Firms as a Test of Technology Sourcing.” American Economic Review 96 (5): 1859–1875. doi:10.1257/aer.96.5.1859.
  • Grossman, G., and E. Helpman. 1991. Innovation and Growth in the Global Economy. Cambridge, MA: The MIT Press.
  • Hall, B., F. Lotti, and J. Mairesse. 2009. “Innovation and Productivity in SMEs: Empirical Evidence for Italy.” Small Business Economics 33 (1): 13–33. doi:10.2139/ssrn.1523220.
  • Hansen, L. 1982. “Large Sample Properties of Generalized Method of Moments Estimators.” Econometrica 50 (4): 1029–1054. doi:10.2307/1912775.
  • Hájek, P., and J. Stejskal. 2018. “R&D Cooperation and Knowledge Spillover Effects for Sustainable Business Innovation in the Chemical Industry.” Sustainability 10 (4): 1–20. doi:10.3390/su10041064.
  • Hess, A., C. Campos, and T. Moloi. 2019. “Assessing the Resilience of Brazil, Russia, India, China and South Africa Economies Following the Global Financial Crisis.” Acta Commercii 19 (1): a659. doi:10.4102/ac.v19i1.659.
  • Howitt, P., and P. Aghion. 1998. “Capital Accumulation and Innovation as Complementary Factors in Long-Run Growth.” Journal of Economic Growth 3 (2): 111–130. doi:10.1023/A:1009769717601
  • Hsu, C., Y. Lien, and H. Chen. 2015. “R&D Internationalization and Innovation Performance.” International Business Review 24 (2): 187–195. doi:10.1016/j.ibusrev.2014.07.007.
  • Hu, A., and D. Yongxu. 2019. “Does Government R&D Stimulate or Crowd out Firm R&D Spending? Evidence from Chinese Manufacturing Industries.” Economics of Transition and Institutional Change 27 (2): 497–518. doi:10.1111/ecot.12188.
  • James, S. 2009. Tax and Non-tax Incentives and Investments: Evidence and Policy Implications. Washington DC: The World Bank Group. Accessed at https://documents1.worldbank.org/curated/en/945061468326374478/pdf/588160WP0Incen10BOX353820B01PUBLIC1.pdf.
  • Jianga, H., and C. Liua. 2020. “Economic Policy Uncertainty, CEO Characteristics and Firm R&D Expenditure: A Bayesian Analysis.” Applied Economics 52 (34): 3709–3731. doi:10.1080/00036846.2020.1721422.
  • Jose, M., R. Sharma, and M. Dhanora. 2020. “R&D Tax Incentive Scheme and in-House R&D Expenditure: Evidences from Indian Firms.” Journal of Advances in Management Research 17 (3): 333–349. doi:10.1108/JAMR-05-2019-0080.
  • Kafouros, M. 2005. “R&D and Productivity Growth: Evidence from the UK.” Economics of Innovation and New Technology 14 (6): 479–497. doi:10.1080/1043859042000269098.
  • Kosova, R. 2006. “Do Foreign Firms Crowd out Domestic Firms? Evidence from the Czech Republic.” The Review of Economics and Statistics 92 (4): 861–881. doi:10.2139/ssrn.891776.
  • Laborda, J., V. Salas-Fumás, and C. Suárez. 2020. “An Endogenous Approach to the Cyclicality of R&D Investment Under Credit Constraints: Firms’ Cash Flow Matters!” Journal of Open Innovation: Technology, Market, and Complexity 6 (2): 33. doi:10.3390/joitmc6020033.
  • Lalon, R., and A. Mili. 2023. “Investigating the Impact of Firm-Specific and Macroeconomic Determinants of Operating Efficiency of Commercial Banks: Panel Evidence from Bangladesh.” International Journal of Economics and Financial Issues 13 (2): 61–71. doi:10.32479/ijefi.14161.
  • Lee, C. Y. 2003. “A Simple Theory and Evidence on the Determinants of Firm R&D.” Economics of Innovation and New Technology 12 (5): 385–395. doi:10.1080/1043859022000003418.
  • Lee, C., and T. Sung. 2005. “Schumpeter’s Legacy: A New Perspective on the Relationship Between Firm Size and R&D.” Research Policy 34 (6): 914–931. doi:10.1016/j.respol.2005.04.006.
  • Lee, S., P. Wong, and C. Chong. 2005. “Human and Social Capital Explanations for R&D Outcome.” IEEE Transactions on Engineering Management 52 (1): 59–68. doi:10.1109/TEM.2004.839955.
  • Lee, J., S. Yoo, and S. Kwak. 2011. “Modelling R&D Expenditure Data with Zero Observations: Two-Equation Model.” Applied Economics 43 (6): 717–727. doi:10.1080/00036840802599792.
  • Marino, M., S. Lhuillery, P. Parrotta, and D. Sala. 2016. “Additionality or Crowding-Out? An Overall Evaluation of Public R&D Subsidy on Private R&D Expenditure.” Research Policy 45 (9): 1715–1730. doi:10.1016/j.respol.2016.04.009.
  • Miao, Y., J. Song, K. Lee, and C. Jin. 2018. “Technological Catch-up by East Asian Firms: Trends, Issues, and Future Research Agenda.” Asia Pacific Journal of Management 35 (3): 639–699. doi:10.1007/s10490-018-9566-z.
  • Moncada-Paternò-Castello, P. 2016. “Corporate R&D Intensity Decomposition: Theoretical, Empirical and Policy Issues.” In JRC Working Papers on Corporate R&D and Innovation 2016-02, Joint Research Centre (Seville site).
  • Monjon, S., and P. Waelbroeck. 2003. “Assessing Spillovers from Universities to Firms: Evidence from French Firm-Level Data.” International Journal of Industrial Organization 21 (9): 1255–1270. doi:10.1016/S0167-7187(03)00082-1.
  • OECD. 2020. OECD Economic Surveys: South Africa 2020. Paris: OECD Publishing. doi:10.1787/530e7ce0-en.
  • Ogundipe, S., R. Salawu, and L. Ogundipe. 2012. “The Determinants of Corporate Cash Holdings in Nigeria: Evidence from General Method of Moments (GMM).” World Academy of Science, Engineering and Technology 61.
  • O’Mahony, M., and M. Vecchi. 2009. “R&D, Knowledge Spillovers and Company Productivity Performance.” Research Policy 38 (1): 35–44. doi:10.1016/j.respol.2008.09.003.
  • Özçelik, E., and E. Taymaz. 2008. “R&D Support Programs in Developing Countries: The Turkish Experience.” Research Policy 37 (2): 258–275. doi:10.1016/j.respol.2007.11.001.
  • Parker, H. 2000. “Interfirm Collaboration and the New Product Development Process.” Industrial Management and Data Systems 100 (6): 255–261. doi:10.1108/02635570010301179.
  • Petkovski, M., J. Kjosevski, and K. Jovanovski. 2021. “Macro and Bank Specific Determinants of non-Performing Loans in Polish Commercial Banks.” Argumenta Oeconomica 2 (47): 107–126. doi:10.15611/aoe.2021.2.06
  • Rao, N. 2016. “Do tax Credits Stimulate R&D Spending? The Effect of the R&D tax Credit in its First Decade.” Journal of Public Economics 140: 1–12. doi:10.1016/j.jpubeco.2016.05.003.
  • Ravšelj, D., and A. Aristovnik. 2020. “The Impact of Public R&D Subsidies and Tax Incentives on Business R&D Expenditures.” International Journal of Economics and Business Administration 8 (1), doi:10.35808/ijeba/416.
  • Redding, S., and J. Proudman. 1998. “Productivity Convergence and International Openness.” Bank of England Working Papers 77. London: Bank of England.
  • Romer, P. 1986. “Increasing Returns and Long-run Growth.” Journal of Political Economy 94 (5): 1002–1037. doi:10.1086/261420.
  • Roodman, D. 2009. “How to do Xtabond2: An Introduction to Difference and System GMM in Stata.” The Stata Journal: Promoting communications on statistics and Stata 9 (1): 86–136. doi:10.1177/1536867X0900900106
  • Savrul, M., and A. Incekara. 2015. “The Effect of R&D Intensity on Innovation Performance: A Country Level Evaluation.” Procedia Social and Behavioral Sciences 210: 388–396. doi:10.1016/j.sbspro.2015.11.386.
  • Schumpeter, J. 1939. Business Cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process. New York: McGraw-Hill Book Company, Inc.
  • Schumpeter, J. 1942. Capitalism, Socialism, and Democracy. New York: Harper & Brothers.
  • Teixeira, A., and A. Queirós. 2016. “Economic Growth, Human Capital and Structural Change: A Dynamic Panel Data Analysis.” Research Policy 45 (8): 1636–1648. doi:10.1016/j.respol.2016.04.006
  • Tingvall, P., and A. Poldahl. 2006. “Is There Really an Inverted U-Shaped Relation Between Competition and R&D?” Economics of Innovation and New Technology 15 (2): 101–118. doi:10.1080/10438590500129755.
  • Ullah, S., P. Akhtar, and G. Zaefarian. 2018. “Dealing with Endogeneity Bias: The Generalized Method of Moments (GMM) for Panel Data.” Industrial Marketing Management 71: 69–78. doi:10.1016/j.indmarman.2017.11.010.
  • Wena, H., and Z. Zhao. 2021. “How Does China’s Industrial Policy Affect Firms’ R&D Investment? Evidence from ‘Made in China 2025’.” Applied Economics 53 (55): 6333–6347. doi:10.1080/00036846.2020.1717429.
  • World Bank. 2017. South African Economic Update 10: Innovation for Productivity and Inclusiveness. Washington, DC: World Bank.
  • World Bank Group. 2019. Impact Evaluation of the R&D Tax Incentive in South Africa. Unpublished manuscript Report. Accessed at https://www.treasury.gov.za/comm_media/press/2021/TaxPolicyDiscussion/.
  • Xu, J., and J. Sim. 2018. “Characteristics of Corporate R&D Investment in Emerging Markets: Evidence from Manufacturing Industry in China and South Korea.” Sustainability 10 (9): 1–18. doi:10.3390/su10093002.
  • Yang, C. H., C. H. Huang, and T. C. T. Hou. 2012. “Tax Incentives and R&D Activity: Firm-Level Evidence from Taiwan.” Research Policy 41 (9): 1578–1588. doi:10.1016/j.respol.2012.04.006.
  • Ziesemer, T. 2021. “The Effects of R&D Subsidies and Publicly Performed R&D on Business R&D: A Survey.” Review of Public Economics 236 (1): 171–205.